This paper propose new but unambiguous systematic decompositions of the effect of covariates on a response variable into main effect and interaction effects. The population type main effects and interaction effects under the normal distribution are formulated. These effects under some examples of distributional parameter settings are computed and presented. Then, this settings make the study of main effects and interactions available through classical statistical inferences techniques.